Introduction: When I walked into my first machine learning interview, I was confident — maybe even a little overconfident. I had completed multiple online courses, built a few models on Kaggle, and could explain concepts like gradient descent in my sleep. But within the first 15 minutes of the interview, I was stumped. The intervi